Epoch Iteration Training Time Validation Time Train MNLL Train JSD Train Profile Pearson Train Count Pearson Train Count log1pMSE Val MNLL Val JSD Val Profile Pearson Val Count Pearson Val Count log1pMSE Saved? 0 0 83.59 376.9 94574.27 inf 0.001060924512030811 -0.07669489575221447 8.671917915344238 50456.008 inf -0.0005543591214974365 -0.014499699301691543 8.117682456970215 True 0 100 99.84 233.3 8410.837 0.990848661924395 0.02119472087584822 -0.2831905875309188 13.654834747314453 4874.331 0.9916035994109157 0.022059928677687343 -0.3430986188826277 12.978469848632812 True 1 200 134.6 196.3 10460.744 0.9899615122777475 0.02420787225507699 -0.3283469844926689 8.982507705688477 6205.392 0.9904226750607753 0.024257917387828565 -0.401726265880724 8.445711135864258 False 1 300 99.11 199.7 6822.0835 0.9866064760116244 0.04539726215075962 -0.275276873185405 8.800942420959473 4408.0864 0.9874260371024257 0.0448085852050818 -0.33030692037407583 8.236306190490723 True 2 400 99.22 195.4 7901.1074 0.9872501114226157 0.028202904901920955 -0.3522930522374341 8.984577178955078 4985.8843 0.9874360999711411 0.030571333037160586 -0.4371345031126311 8.46323299407959 False 2 500 99.18 219.5 6654.7803 0.9857936659692205 0.03877421061088486 -0.3548666146646976 9.169166564941406 4613.8374 0.9870587830228896 0.03675368615497698 -0.42594965113109057 8.599785804748535 False 3 600 98.78 225.5 6134.0757 0.9840772413177415 0.04858048548519496 -0.3265891509139004 8.721829414367676 4463.1353 0.9861793928316209 0.0435807790930211 -0.4281903816561328 8.161136627197266 False 3 700 99.19 218.4 8418.627 0.9845722295606368 0.03373729980198411 0.34852297946396865 8.374423027038574 5871.4165 0.9850498660453961 0.03526392812210654 0.42087464474902164 7.757536888122559 False 4 800 98.59 218.3 5499.9517 0.9830735752090384 0.05079338035939421 0.35937852819532257 8.450836181640625 4389.7505 0.9854420871127375 0.045684540493462586 0.46910749870307944 7.764805793762207 True 4 900 101.0 201.9 5642.188 0.9812815647636484 0.05043476534023205 0.33005840317499646 8.237580299377441 4578.08 0.9832450057565082 0.046449599597919715 0.4130043166368904 7.597058296203613 False 5 1000 98.71 225.7 5485.5117 0.980189285240811 0.055214923440931124 0.3669127818270462 7.986324310302734 4473.26 0.9829478386156602 0.0471704996495182 0.46226068075387006 7.2720489501953125 False 5 1100 99.3 222.3 5183.0205 0.9792288285191496 0.05987676492763242 0.36781443913325146 7.925417900085449 4287.3003 0.9826992831477572 0.05183334738186612 0.4581932114741541 7.193742275238037 True 6 1200 99.3 228.4 5416.9106 0.9792755215019047 0.06285156416363104 0.36798547907627316 7.814168453216553 4345.295 0.9829441830676205 0.05381804211840293 0.4542781290391328 7.042573928833008 False 6 1300 99.16 225.0 5179.864 0.9798403627065784 0.061449945563100364 0.36567378203324874 7.935327529907227 4305.8438 0.9840593300374765 0.05027050854113405 0.4522833102405887 7.174546718597412 False 7 1400 98.69 229.5 4844.2617 0.9764076541664896 0.06656977296213168 0.3769793700359191 7.615472316741943 4267.474 0.9816834179586763 0.0538187327278209 0.4723925705078439 6.756762504577637 True 7 1500 101.2 225.1 4877.823 0.977185311939013 0.06660440706350854 0.3770784831549987 7.761356353759766 4337.2305 0.9827464711688064 0.05200696635684144 0.4775094161809938 6.894629001617432 False 8 1600 98.69 208.9 5054.5264 0.9784363393125431 0.059312852102764 0.3808194157758681 7.454830646514893 4517.072 0.9826574325579908 0.04708814275060976 0.4825866481980278 6.528304576873779 False 8 1700 99.05 221.3 5354.635 0.9800574314787442 0.050128348119022136 0.3790441381677158 7.4544267654418945 4541.5586 0.9854313268655099 0.035029645891549006 0.47814659961801337 6.526724815368652 False 9 1800 98.7 214.0 4782.7466 0.9753292283863295 0.06928087259457301 0.380381115165148 7.616975784301758 4327.9277 0.9809756268403105 0.05433290371703986 0.48103167638884964 6.713461875915527 False 9 1900 99.29 213.3 4767.3975 0.9766847540736547 0.0670429021786296 0.3621765708999649 7.930689334869385 4348.3286 0.9822440274770593 0.04993784322278229 0.464891369524151 7.135084629058838 False 10 2000 98.59 213.3 4486.299 0.9741376687873174 0.07305654316972014 0.3835619564171253 7.308988094329834 4229.2246 0.9814095995034091 0.05558077795186116 0.4797518119282731 6.275988578796387 True 10 2100 101.0 230.8 4265.4727 0.9716203510023159 0.08054586154781836 0.3815860094677608 7.459914207458496 4281.1826 0.9788964876702335 0.06326942000999715 0.4805548399240388 6.537989139556885 False 11 2200 98.48 232.1 3969.6206 0.9697698394547397 0.0854027939241493 0.3868728600933442 7.296957492828369 4005.0193 0.9780535639691122 0.06536014589800734 0.4842132244068891 6.284969806671143 True 11 2300 99.71 224.8 4423.554 0.9738587412812916 0.0761222418633537 0.38367742210180544 7.404001712799072 4288.773 0.9825496424590529 0.04980840268705645 0.4822217856490853 6.45469331741333 False 12 2400 98.67 220.3 3836.2507 0.9697801275392607 0.08756739802717772 0.38150809807833697 7.471216201782227 4029.6724 0.9790345686808429 0.06240574241952038 0.4751615552699164 6.590493679046631 False 12 2500 99.37 212.8 3638.6665 0.966736306043863 0.09751664436075361 0.3887898484556281 7.381198406219482 4051.2703 0.9776742360921254 0.06705669078861068 0.4872590565195282 6.373897552490234 False 13 2600 98.66 217.6 4298.71 0.9662061174993946 0.0946920549841798 0.39335064982665624 7.228010654449463 4355.523 0.9767658796208827 0.06807934608817119 0.4923663836699368 6.178883075714111 False 13 2700 99.08 223.0 3919.6917 0.9666862906842586 0.10058439594054867 0.3935680328424125 7.321473598480225 4032.231 0.9783806134161565 0.06701273393801659 0.4844460422131638 6.384527683258057 False 14 2800 98.65 206.5 3867.5356 0.9624119757005604 0.10262217397829178 0.4018109227051814 7.218233585357666 3951.1692 0.9755201217464378 0.06924836135766263 0.495001342951153 6.091973781585693 True 14 2900 101.2 231.1 3848.435 0.9653754975945434 0.1035884274532392 0.40542233284173984 7.1147990226745605 4012.799 0.9779507450176597 0.07011197359164122 0.4997634393731426 6.032115459442139 False 15 3000 98.66 231.4 3768.852 0.9655499250654654 0.10003714411769553 0.406507107393454 7.255614757537842 4012.1465 0.9779123253030316 0.06437211363525093 0.49487852502395363 6.279049873352051 False 15 3100 99.22 219.8 4513.3994 0.9672903247047296 0.08661652448170241 0.3999880690414575 7.2589545249938965 4642.1797 0.9784713905827622 0.05531959920174323 0.4829230624929897 6.343873500823975 False 16 3200 98.63 205.3 3929.0798 0.9689239992326399 0.10323593262423164 0.4190443740238902 7.086305141448975 4068.4766 0.9799869512388317 0.06298289294989211 0.5000476455773284 6.143357753753662 False 16 3300 99.12 233.8 3699.3848 0.9622074367576272 0.10779263923246948 0.4161131106030056 7.036698818206787 4137.277 0.9778256551224489 0.06501228064008555 0.49812994262289895 6.002673625946045 False 17 3400 98.65 218.5 3949.0774 0.9629259715522894 0.10751934496169034 0.4148561923930351 7.282464504241943 3969.5469 0.9763696919378648 0.06850701392596177 0.5068971861067029 6.3573737144470215 False 17 3500 99.02 228.1 3636.9229 0.960729859686498 0.10865034191078969 0.42428523111209543 6.97847843170166 4042.0637 0.976821262533713 0.06776091251513647 0.5008232091272983 5.991714000701904 False 18 3600 98.73 213.8 3268.2454 0.9613859467251289 0.12046139079339582 0.43338247997885326 7.003911972045898 3944.11 0.9773983339435974 0.07722592389389853 0.5112460722660168 6.079911708831787 True 18 3700 102.2 228.1 3538.0652 0.9578694000369326 0.11618600554837646 0.43486420884499744 6.932618141174316 3943.7712 0.9764945548905504 0.06932844312345425 0.5167418456974674 5.943521022796631 True 19 3800 99.13 209.0 3376.306 0.9548642550441557 0.12124344627005783 0.4386265541633731 6.891185283660889 3852.4495 0.9751120303830944 0.07347891913585967 0.5172445531755158 5.891458034515381 True 19 3900 99.59 228.1 3286.7395 0.9563621632186642 0.13100750148753298 0.45174726117211816 6.927792072296143 3938.4597 0.9754774838697782 0.08050541339866996 0.5358373520496286 5.972559928894043 False 20 4000 98.56 224.4 3146.2556 0.9543794043685407 0.12954734762165665 0.4441800781799194 6.832507610321045 3821.2078 0.9749062936624633 0.076751241276776 0.518233957303854 5.850260257720947 True 20 4100 101.5 217.4 3268.0054 0.9532426206648849 0.12776287806472766 0.45355905569221355 6.850176811218262 3811.3118 0.9748559143107121 0.07190436482983453 0.5307463511141652 5.884305953979492 True 21 4200 98.94 218.3 3262.125 0.9529574088588179 0.12493592490607669 0.45534489773185827 6.897457599639893 3958.8184 0.9734962508633492 0.07355284843433027 0.5296119315840933 5.915694236755371 False 21 4300 99.12 227.9 3101.387 0.9531498477568974 0.12339016986476257 0.4540087790478617 6.77579927444458 3999.837 0.9756973034916171 0.06790463694140753 0.5241850604332506 5.830297946929932 False 22 4400 98.77 234.6 2886.1057 0.9476937462211027 0.14193414435983379 0.46115505788323635 6.810889720916748 3834.8784 0.9728975828296416 0.08005706135603227 0.5332099177224381 5.836605548858643 False 22 4500 99.24 224.8 3064.5076 0.9504316328424401 0.14139576833393086 0.46922187878045846 6.912072658538818 3908.8176 0.9746659479995802 0.07575726145283503 0.5374543371764302 6.018881797790527 False 23 4600 98.56 228.6 3304.7573 0.9550518116216835 0.11928910383563023 0.4740724947276845 6.874316692352295 4191.8003 0.9753673910463179 0.06664741381932826 0.5361809878678898 6.039320468902588 False 23 4700 99.06 222.5 3008.4548 0.9456843332563093 0.1482839119912867 0.4702923967881557 6.63454532623291 3795.738 0.971634723101609 0.08368765270340758 0.5414722473571735 5.664133071899414 True 24 4800 100.5 220.2 3101.294 0.9495641402900208 0.1448114588838603 0.47883429391545146 6.776708602905273 3873.6848 0.9746776971789446 0.07637738596962154 0.53775345505448 5.944488048553467 False 24 4900 99.28 225.4 2847.719 0.9482670006817705 0.14400940551487498 0.4736248060137898 6.619655609130859 3761.382 0.973600125113227 0.08024176884960006 0.5434921547823015 5.657392978668213 True 25 5000 98.98 227.1 2911.7322 0.9417079810714131 0.1549034158415902 0.48307678312976005 6.62762451171875 3801.6733 0.9721329633455363 0.0797755072126229 0.5516963618338993 5.68496561050415 False 25 5100 99.27 198.4 2949.5537 0.9465046864530606 0.14648119323506145 0.47283853259360703 6.61221981048584 3834.3977 0.9723413992859058 0.08122996910732638 0.5376058616339238 5.666111469268799 False 26 5200 98.67 222.3 3238.7556 0.9446689963873721 0.1461945983476763 0.48438253243016227 6.5483317375183105 3778.6274 0.9733581284794222 0.07380066040976871 0.5415358500627026 5.693700790405273 False 26 5300 99.02 232.0 3056.677 0.9501700530497804 0.1391863259794653 0.47260199749081766 6.674502849578857 3844.9907 0.9750569203365215 0.06984543941307023 0.5394872431660132 5.783771991729736 False 27 5400 98.56 229.0 2698.3733 0.9421072571212985 0.1553939692986424 0.4948026640943195 6.920388698577881 3828.1685 0.9739288207363477 0.07625929884059907 0.555841039843506 6.041777610778809 False 27 5500 99.14 226.5 2622.019 0.9382603943902947 0.16607114173167106 0.4850243852826566 6.510916233062744 3695.3862 0.9719623679504843 0.0818579025088024 0.5475940836367831 5.572851657867432 True 28 5600 100.7 232.6 2825.4338 0.9441943705199838 0.15057663080438496 0.4894268547047497 6.680209159851074 3781.096 0.9747553726433735 0.0717990074184752 0.5570294731932082 5.777803421020508 False 28 5700 99.2 229.9 2932.6567 0.9412360652967697 0.16795754279109568 0.48813966502760797 6.569071292877197 3781.1514 0.9730499995881382 0.08063082429691934 0.5526101286202842 5.671829700469971 False 29 5800 98.65 226.6 2721.5315 0.9405959496960679 0.16569619259197962 0.47993477310449784 6.59075927734375 3710.6025 0.9732372977864588 0.0799128472459262 0.5406976956434739 5.679171085357666 False 29 5900 99.0 230.6 2504.4668 0.9346138268535342 0.17496490327169498 0.501007034172742 6.5626540184021 3755.4465 0.9712730865757937 0.08542493117391696 0.556195761053844 5.715982437133789 False 30 6000 98.59 232.0 2856.6208 0.9416386358706368 0.16852732041794638 0.49489709370207086 6.643947124481201 3834.1143 0.9728076980748838 0.08430838958131916 0.5585988475030832 5.749087333679199 False 30 6100 99.04 209.4 2809.334 0.9366647396932632 0.17492836727863312 0.4916511917573253 6.699014186859131 3801.7761 0.9726373313982261 0.08014146089886878 0.5441693008455106 5.88102912902832 False 31 6200 98.55 226.2 2969.1384 0.9345611112786237 0.17422348508737678 0.49816703422751785 6.508995056152344 3822.2783 0.9710038278055103 0.08473861186089897 0.5601941086831596 5.578843593597412 False 31 6300 99.12 202.0 2746.7117 0.9359369954947043 0.18054361883851575 0.5035007259703033 6.537588119506836 3765.6245 0.9711397117156086 0.08868242802861885 0.5642691425643143 5.659523010253906 False 32 6400 98.65 231.6 2655.65 0.9367120091690765 0.18429595602102988 0.5035415188341269 6.842136383056641 3732.7634 0.9726801821626914 0.08810678528431246 0.5608851767020535 6.012103080749512 False 32 6500 98.96 227.2 2497.3223 0.9291668308674227 0.19118902709296454 0.5056811202839754 6.424840927124023 3797.5298 0.9695681552561555 0.09017744133968504 0.5585238377524904 5.581655025482178 False 33 6600 98.67 217.3 2645.3713 0.933318737613252 0.18417676247953813 0.48745508868879894 6.640258312225342 3656.183 0.9699758438277974 0.08769469740888886 0.5483743473676742 5.736029148101807 True 33 6700 101.3 220.9 2519.232 0.9297995238359839 0.1935529438423667 0.5099709459589448 6.459141254425049 3734.4573 0.9702984830941187 0.09057337597323732 0.5690691887023825 5.598228931427002 False 34 6800 98.76 213.7 2354.8606 0.931480925767197 0.2003856177857325 0.5038551734463739 6.699584007263184 3700.337 0.9715419497125451 0.08855269429685735 0.5696124193633687 5.819952964782715 False 34 6900 99.3 229.3 2435.171 0.931939485975453 0.20076395515806217 0.5015912674693894 6.522286415100098 3781.0017 0.9718879715877716 0.09092453091409079 0.5567602101740633 5.691871643066406 False 35 7000 98.74 214.4 2392.7039 0.93382575204117 0.1949038866969168 0.508944377818727 6.520726680755615 3785.2903 0.9724554832052755 0.08684397604271804 0.5677501734865799 5.694306373596191 False 35 7100 99.19 231.3 2297.6938 0.9274017298247841 0.192742155034575 0.5090738792306061 6.318749904632568 3796.3203 0.968849454274208 0.08894748366255782 0.5659297557935519 5.428773403167725 False 36 7200 98.46 234.1 2286.4136 0.918996026839556 0.21260486951607266 0.5120160128045494 6.30355167388916 3722.6567 0.968005855001546 0.09070301898303822 0.5698653401194448 5.422891139984131 False 36 7300 99.22 216.5 2197.0051 0.9170756151863818 0.21261255911336768 0.5031422422791708 6.49473237991333 3660.9807 0.9666494326243117 0.08921692748984501 0.5574854859933088 5.57969856262207 True 37 7400 100.8 218.9 2393.8955 0.9295483357409643 0.2019707916494433 0.5054770447302652 6.353260517120361 3767.8184 0.9712232791403427 0.08815839077483173 0.5632311668107488 5.4294753074646 False 37 7500 99.21 228.0 2525.125 0.9154356343459757 0.2270842034040976 0.5190823705168749 6.243791580200195 3649.2034 0.9673901793112784 0.09583697654026672 0.5754375075921148 5.35638952255249 True 38 7600 99.2 228.2 2363.5928 0.9127721629031197 0.2292836488306321 0.5194867284880826 6.261748790740967 3771.3333 0.967456833048832 0.09328418471137637 0.5759579858873659 5.388113021850586 False 38 7700 99.3 213.4 2177.2334 0.9217144940473457 0.2230153991707901 0.5154495778050439 6.356245994567871 3699.316 0.9704077379371226 0.09089175528727171 0.5810379429555622 5.384009838104248 False 39 7800 98.58 206.2 2298.5156 0.9160828247581355 0.22274164281458791 0.5231943092747205 6.302611827850342 3763.8494 0.9697865214504213 0.08339420512184387 0.5773031719247814 5.487658500671387 False 39 7900 99.08 220.2 2374.972 0.9095500322766233 0.23551141085015417 0.5173404169693335 6.319440841674805 3661.6045 0.9647287812962667 0.09771314381703515 0.5763549584971764 5.440250873565674 False 40 8000 98.73 234.5 2381.6948 0.9117819088643142 0.24686783139339533 0.5238596093295453 6.281815528869629 3648.3933 0.966134021658057 0.10447734960235883 0.574357631742565 5.481048107147217 False 40 8100 99.4 231.9 2101.9114 0.9206602945227865 0.23782181167242586 0.5155731611435327 6.279770851135254 3675.8677 0.9702641830168929 0.0923518726157286 0.5665234650239862 5.427396297454834 False 41 8200 98.73 232.2 2043.4686 0.9025340270443597 0.25893582329685444 0.5282669051849778 6.28706693649292 3660.947 0.9651694549543199 0.10051766713538189 0.5822936902986208 5.423178195953369 False 41 8300 99.25 231.8 2175.0884 0.9005923335825052 0.25969027900466735 0.5298143617310898 6.17897367477417 3760.4465 0.9664182456324968 0.09121715157924126 0.5788643882187523 5.3706560134887695 False 42 8400 98.64 210.1 2330.8728 0.9137775986646396 0.2410415909339928 0.5203915221506479 6.226960182189941 3978.715 0.97026325279473 0.08574777013298422 0.5716280135338571 5.384613990783691 False 42 8500 99.27 229.9 2406.6477 0.9063620945979077 0.23889596051713236 0.5242435816982448 6.261909484863281 3949.3916 0.9667550042501185 0.08574817657615556 0.5796163107201838 5.415899276733398 False 43 8600 98.73 220.1 2246.5347 0.9027613842401987 0.25173260486173354 0.5312039195801862 6.1729607582092285 3819.973 0.965274484684749 0.09376777908737434 0.5833359344780528 5.353727340698242 False 43 8700 99.35 223.3 2179.6848 0.9018073579946404 0.25166253069779065 0.5369152513554533 6.568066596984863 3745.9573 0.9670745853696073 0.08780842100755971 0.5762689062385442 5.788247108459473 False 44 8800 98.64 231.2 2102.181 0.9013821793547816 0.26621623982284687 0.5400279649740541 6.523901462554932 3756.4343 0.9676951246687582 0.0917993565659476 0.5816885576077122 5.756955146789551 False 44 8900 99.34 231.5 1935.1337 0.8939905667268152 0.27849754818644523 0.5370030483876297 6.1917572021484375 3792.3015 0.9676698012329779 0.09089835845461515 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